{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Analysis of Spatial Data: Spatial Autocorrelation #\n",
    "\n",
    "\n",
    "In this notebook we introduce methods of _exploratory spatial data analysis_\n",
    "that are intended to complement geovizualization through formal univariate and\n",
    "multivariate statistical tests for spatial clustering.\n",
    "\n",
    "\n",
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import esda\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "from geopandas import GeoDataFrame\n",
    "import libpysal as lps\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from shapely.geometry import Point\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our data set comes from the Berlin airbnb scrape taken in April 2018. This dataframe was constructed as part of the [GeoPython 2018 workshop](https://github.com/ljwolf/geopython) by [Levi Wolf](https://ljwolf.org) and [Serge Rey](https://sergerey.org). As part of the workshop a geopandas data frame was constructed with one of the columns reporting the median listing price of units in each neighborhood in Berlin:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf = gpd.read_file('data/berlin-neighbourhoods.geojson')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "bl_df = pd.read_csv('data/berlin-listings.csv')\n",
    "geometry = [Point(xy) for xy in zip(bl_df.longitude, bl_df.latitude)]\n",
    "crs = {'init': 'epsg:4326'} \n",
    "bl_gdf = GeoDataFrame(bl_df, crs=crs, geometry=geometry)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "neighbourhood_group\n",
       "Charlottenburg-Wilm.        58.556408\n",
       "Friedrichshain-Kreuzberg    55.492809\n",
       "Lichtenberg                 44.584270\n",
       "Marzahn - Hellersdorf       54.246754\n",
       "Mitte                       60.387890\n",
       "Neukölln                    45.135948\n",
       "Pankow                      60.282516\n",
       "Reinickendorf               43.682465\n",
       "Spandau                     48.236561\n",
       "Steglitz - Zehlendorf       54.445683\n",
       "Tempelhof - Schöneberg      53.704407\n",
       "Treptow - Köpenick          51.222004\n",
       "Name: price, dtype: float32"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bl_gdf['price'] = bl_gdf['price'].astype('float32')\n",
    "sj_gdf = gpd.sjoin(gdf, bl_gdf, how='inner', op='intersects', lsuffix='left', rsuffix='right')\n",
    "median_price_gb = sj_gdf['price'].groupby([sj_gdf['neighbourhood_group']]).mean()\n",
    "median_price_gb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>neighbourhood</th>\n",
       "      <th>neighbourhood_group</th>\n",
       "      <th>geometry</th>\n",
       "      <th>median_pri</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Blankenfelde/Niederschönhausen</td>\n",
       "      <td>Pankow</td>\n",
       "      <td>(POLYGON ((13.411909 52.614871, 13.411826 52.6...</td>\n",
       "      <td>60.282516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Helmholtzplatz</td>\n",
       "      <td>Pankow</td>\n",
       "      <td>(POLYGON ((13.414053 52.549288, 13.414222 52.5...</td>\n",
       "      <td>60.282516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Wiesbadener Straße</td>\n",
       "      <td>Charlottenburg-Wilm.</td>\n",
       "      <td>(POLYGON ((13.307476 52.467882, 13.307434 52.4...</td>\n",
       "      <td>58.556408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Schmöckwitz/Karolinenhof/Rauchfangswerder</td>\n",
       "      <td>Treptow - Köpenick</td>\n",
       "      <td>(POLYGON ((13.709727 52.396299, 13.709263 52.3...</td>\n",
       "      <td>51.222004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Müggelheim</td>\n",
       "      <td>Treptow - Köpenick</td>\n",
       "      <td>(POLYGON ((13.737622 52.408498, 13.737734 52.4...</td>\n",
       "      <td>51.222004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Biesdorf</td>\n",
       "      <td>Marzahn - Hellersdorf</td>\n",
       "      <td>(POLYGON ((13.566433 52.535103, 13.566974 52.5...</td>\n",
       "      <td>54.246754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Nord 1</td>\n",
       "      <td>Reinickendorf</td>\n",
       "      <td>(POLYGON ((13.336686 52.622651, 13.336632 52.6...</td>\n",
       "      <td>43.682465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>West 5</td>\n",
       "      <td>Reinickendorf</td>\n",
       "      <td>(POLYGON ((13.281381 52.59958, 13.281575 52.59...</td>\n",
       "      <td>43.682465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Frankfurter Allee Nord</td>\n",
       "      <td>Friedrichshain-Kreuzberg</td>\n",
       "      <td>(POLYGON ((13.453201 52.51682, 13.453212 52.51...</td>\n",
       "      <td>55.492809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Buch</td>\n",
       "      <td>Pankow</td>\n",
       "      <td>(POLYGON ((13.464495 52.650553, 13.464566 52.6...</td>\n",
       "      <td>60.282516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Kaulsdorf</td>\n",
       "      <td>Marzahn - Hellersdorf</td>\n",
       "      <td>(POLYGON ((13.621353 52.527041, 13.621956 52.5...</td>\n",
       "      <td>54.246754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>(POLYGON ((13.616591 52.58154, 13.614579 52.58...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>(POLYGON ((13.616681 52.57868, 13.607031 52.57...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>nördliche Luisenstadt</td>\n",
       "      <td>Friedrichshain-Kreuzberg</td>\n",
       "      <td>(POLYGON ((13.444305 52.500656, 13.442658 52.5...</td>\n",
       "      <td>55.492809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Nord 2</td>\n",
       "      <td>Reinickendorf</td>\n",
       "      <td>(POLYGON ((13.306802 52.586062, 13.30667 52.58...</td>\n",
       "      <td>43.682465</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                neighbourhood       neighbourhood_group  \\\n",
       "0              Blankenfelde/Niederschönhausen                    Pankow   \n",
       "1                              Helmholtzplatz                    Pankow   \n",
       "2                          Wiesbadener Straße      Charlottenburg-Wilm.   \n",
       "3   Schmöckwitz/Karolinenhof/Rauchfangswerder        Treptow - Köpenick   \n",
       "4                                  Müggelheim        Treptow - Köpenick   \n",
       "5                                    Biesdorf     Marzahn - Hellersdorf   \n",
       "6                                      Nord 1             Reinickendorf   \n",
       "7                                      West 5             Reinickendorf   \n",
       "8                      Frankfurter Allee Nord  Friedrichshain-Kreuzberg   \n",
       "9                                        Buch                    Pankow   \n",
       "10                                  Kaulsdorf     Marzahn - Hellersdorf   \n",
       "11                                       None                      None   \n",
       "12                                       None                      None   \n",
       "13                      nördliche Luisenstadt  Friedrichshain-Kreuzberg   \n",
       "14                                     Nord 2             Reinickendorf   \n",
       "\n",
       "                                             geometry  median_pri  \n",
       "0   (POLYGON ((13.411909 52.614871, 13.411826 52.6...   60.282516  \n",
       "1   (POLYGON ((13.414053 52.549288, 13.414222 52.5...   60.282516  \n",
       "2   (POLYGON ((13.307476 52.467882, 13.307434 52.4...   58.556408  \n",
       "3   (POLYGON ((13.709727 52.396299, 13.709263 52.3...   51.222004  \n",
       "4   (POLYGON ((13.737622 52.408498, 13.737734 52.4...   51.222004  \n",
       "5   (POLYGON ((13.566433 52.535103, 13.566974 52.5...   54.246754  \n",
       "6   (POLYGON ((13.336686 52.622651, 13.336632 52.6...   43.682465  \n",
       "7   (POLYGON ((13.281381 52.59958, 13.281575 52.59...   43.682465  \n",
       "8   (POLYGON ((13.453201 52.51682, 13.453212 52.51...   55.492809  \n",
       "9   (POLYGON ((13.464495 52.650553, 13.464566 52.6...   60.282516  \n",
       "10  (POLYGON ((13.621353 52.527041, 13.621956 52.5...   54.246754  \n",
       "11  (POLYGON ((13.616591 52.58154, 13.614579 52.58...         NaN  \n",
       "12  (POLYGON ((13.616681 52.57868, 13.607031 52.57...         NaN  \n",
       "13  (POLYGON ((13.444305 52.500656, 13.442658 52.5...   55.492809  \n",
       "14  (POLYGON ((13.306802 52.586062, 13.30667 52.58...   43.682465  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf = gdf.join(median_price_gb, on='neighbourhood_group')\n",
    "gdf.rename(columns={'price': 'median_pri'}, inplace=True)\n",
    "gdf.head(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have an `nan` to first deal with:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(gdf['median_pri']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf['median_pri'].fillna((gdf['median_pri'].mean()), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f03d25dfbe0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf.plot(column='median_pri')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f03d0938b38>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n",
    "gdf.plot(column='median_pri', scheme='Quantiles', k=5, cmap='GnBu', legend=True, ax=ax)\n",
    "#ax.set_xlim(150000, 160000)\n",
    "#ax.set_ylim(208000, 215000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial Autocorrelation ##\n",
    "\n",
    "Visual inspection of the map pattern for the prices allows us to search for\n",
    "spatial structure. If the spatial distribution of the prices was random, then we\n",
    "should not see any clustering of similar values on the map. However, our visual\n",
    "system is drawn to the darker clusters in the south west as well as the center,\n",
    "and a concentration of the lighter hues (lower prices) in the north central and\n",
    "south east.\n",
    "\n",
    "Our brains are very powerful pattern recognition machines. However, sometimes\n",
    "they can be too powerful and lead us to detect false positives, or patterns\n",
    "where there are no statistical patterns. This is a particular concern when\n",
    "dealing with visualization of irregular polygons of differning sizes and shapes.\n",
    "\n",
    "The concept of *spatial\n",
    "autocorrelation* relates to the combination of two types of similarity: spatial\n",
    "similarity and attribute similarity. Although there are many different measures\n",
    "of spatial autocorrelation, they all combine these two types of simmilarity into\n",
    "a summary measure.\n",
    "\n",
    "Let's use PySAL to generate these two types of similarity\n",
    "measures.\n",
    "\n",
    "### Spatial Similarity ###\n",
    "\n",
    "We have already encountered spatial weights\n",
    "in a previous notebook. In spatial autocorrelation analysis, the spatial weights\n",
    "are used to formalize the notion of spatial similarity. As we have seen there\n",
    "are many ways to define spatial weights, here we will use queen contiguity:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/serge/anaconda3/envs/esda/lib/python3.7/site-packages/libpysal/weights/weights.py:170: UserWarning: The weights matrix is not fully connected. There are 2 components\n",
      "  warnings.warn(\"The weights matrix is not fully connected. There are %d components\" % self.n_components)\n"
     ]
    }
   ],
   "source": [
    "df = gdf\n",
    "wq =  lps.weights.Queen.from_dataframe(df)\n",
    "wq.transform = 'r'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Attribute Similarity ###\n",
    "\n",
    "So the spatial weight between neighborhoods $i$ and $j$ indicates if the two \n",
    "are neighbors (i.e., geographically similar). What we also need is a measure of\n",
    "attribute similarity to pair up with this concept of spatial similarity. The\n",
    "**spatial lag** is a derived variable that accomplishes this for us. For neighborhood\n",
    "$i$ the spatial lag is defined as: $$ylag_i = \\sum_j w_{i,j} y_j$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = df['median_pri']\n",
    "ylag = lps.weights.lag_spatial(wq, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([56.9625061 , 60.28251648, 56.37749926, 51.22200394, 51.22200394,\n",
       "       50.52180099, 43.6824646 , 45.63422012, 52.65491422, 60.28251648,\n",
       "       53.64180374, 52.73586273, 52.73586273, 56.47182541, 47.83247757,\n",
       "       58.58870177, 60.33520317, 59.60296903, 60.38788986, 60.02159348,\n",
       "       51.80624199, 57.94034958, 52.84482813, 53.40314266, 57.90522512,\n",
       "       60.28251648, 60.28251648, 55.79730334, 56.79401737, 50.81182589,\n",
       "       59.01427841, 60.29756982, 60.28251648, 50.86356888, 60.3220315 ,\n",
       "       60.28251648, 55.48057556, 54.42881557, 60.32466583, 59.50179418,\n",
       "       54.42846909, 58.55640793, 58.55640793, 57.73426285, 57.47818544,\n",
       "       57.74774106, 56.13040733, 48.23656082, 48.23656082, 53.74621709,\n",
       "       55.11957245, 45.95951271, 51.67650986, 54.1985906 , 51.45368042,\n",
       "       52.36880302, 54.44568253, 54.44568253, 50.84825389, 56.50104523,\n",
       "       53.92108345, 55.9956289 , 50.49590378, 49.14499828, 48.61369433,\n",
       "       49.70049   , 49.32550866, 51.22200394, 51.22200394, 47.80509822,\n",
       "       49.70049   , 51.22200394, 45.13594818, 47.57037048, 51.22200394,\n",
       "       51.22200394, 51.22200394, 51.22200394, 49.60257785, 51.57007762,\n",
       "       51.42743301, 51.22200394, 51.22200394, 52.43339348, 49.41551208,\n",
       "       51.58891296, 44.58427048, 51.58891296, 51.42743301, 49.82624902,\n",
       "       48.947686  , 48.40726217, 45.95951271, 47.57037048, 43.6824646 ,\n",
       "       47.02354965, 45.95951271, 58.55640793, 56.30865606, 58.09966066,\n",
       "       47.34497997, 46.40236028, 58.05298805, 59.24321365, 58.55640793,\n",
       "       47.83247757, 49.49497332, 50.74955784, 48.6149381 , 55.97644615,\n",
       "       57.95624052, 57.87081385, 58.75619634, 60.37283652, 48.23656082,\n",
       "       49.389711  , 54.00091705, 54.26036358, 57.54238828, 55.61980756,\n",
       "       51.97116137, 48.92101212, 50.97179985, 54.07504463, 47.45824547,\n",
       "       49.42017746, 45.13594818, 45.13594818, 48.61369433, 49.41551208,\n",
       "       51.22200394, 50.20766131, 48.72533471, 54.24675369, 54.24675369,\n",
       "       54.24675369, 53.23850377, 56.1851902 , 49.23337746, 43.6824646 ])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ylag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import mapclassify as mc\n",
    "ylagq5 = mc.Quantiles(ylag, k=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, figsize=(9, 9))\n",
    "df.assign(cl=ylagq5.yb).plot(column='cl', categorical=True, \\\n",
    "        k=5, cmap='GnBu', linewidth=0.1, ax=ax, \\\n",
    "        edgecolor='white', legend=True)\n",
    "ax.set_axis_off()\n",
    "plt.title(\"Spatial Lag Median Price (Quintiles)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The quintile map for the spatial lag tends to enhance the impression of value\n",
    "similarity in space. It is, in effect, a local smoother."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 622.08x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['lag_median_pri'] = ylag\n",
    "f,ax = plt.subplots(1,2,figsize=(2.16*4,4))\n",
    "df.plot(column='median_pri', ax=ax[0], edgecolor='k',\n",
    "        scheme=\"quantiles\",  k=5, cmap='GnBu')\n",
    "ax[0].axis(df.total_bounds[np.asarray([0,2,1,3])])\n",
    "ax[0].set_title(\"Price\")\n",
    "df.plot(column='lag_median_pri', ax=ax[1], edgecolor='k',\n",
    "        scheme='quantiles', cmap='GnBu', k=5)\n",
    "ax[1].axis(df.total_bounds[np.asarray([0,2,1,3])])\n",
    "ax[1].set_title(\"Spatial Lag Price\")\n",
    "ax[0].axis('off')\n",
    "ax[1].axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, we still have\n",
    "the challenge of visually associating the value of the prices in a neighborhod\n",
    "with the value of the spatial lag of values for the focal unit. The latter is a\n",
    "weighted average of homicide rates in the focal county's neighborhood.\n",
    "\n",
    "To complement the geovisualization of these associations we can turn to formal\n",
    "statistical measures of spatial autocorrelation.\n",
    "\n",
    "\n",
    "## Global Spatial Autocorrelation\n",
    "\n",
    "We begin with a simple case where the variable under consideration is binary.\n",
    "This is useful to unpack the logic of spatial autocorrelation tests. So  even though\n",
    "our attribute is a continuously valued one, we will convert it to a binary case\n",
    "to illustrate the key concepts:\n",
    "\n",
    "### Binary Case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "53.704407"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.median()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "68"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yb = y > y.median()\n",
    "sum(yb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have 68 neighborhoods with list prices above the median and 70 below the\n",
    "median (recall the issue with ties)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "yb = y > y.median()\n",
    "labels = [\"0 Low\", \"1 High\"]\n",
    "yb = [labels[i] for i in 1*yb] \n",
    "df['yb'] = yb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The spatial distribution of the binary variable immediately raises questions\n",
    "about the juxtaposition of the \"black\" and \"white\" areas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f03c3d7deb8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n",
    "df.plot(column='yb', cmap='binary', edgecolor='grey', legend=True, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Join counts ###\n",
    "\n",
    "One way to formalize a test for spatial autocorrelation in a binary attribute is\n",
    "to consider the so-called _joins_. A join exists for each neighbor pair of\n",
    "observations, and the joins are reflected in our binary spatial weights object\n",
    "`wq`. \n",
    "\n",
    "Each unit can take on one of two values \"Black\" or \"White\", and so for a given\n",
    "pair of neighboring locations there are three different types of joins that can\n",
    "arise:\n",
    "\n",
    "- Black Black (BB)\n",
    "- White White (WW)\n",
    "- Black White (or White Black) (BW)\n",
    "\n",
    "Given that we have 68 Black polygons on our map, what is the number of Black\n",
    "Black (BB) joins we could expect if the process were such that the Black\n",
    "polygons were randomly assigned on the map? This is the logic of join count statistics.\n",
    "\n",
    "We can use the `esda` package from PySAL to carry out join count analysis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 89.03626943 102.96373057]\n",
      " [ 89.96373057 104.03626943]]\n"
     ]
    }
   ],
   "source": [
    "import esda \n",
    "yb = 1 * (y > y.median()) # convert back to binary\n",
    "wq =  lps.weights.Queen.from_dataframe(df)\n",
    "wq.transform = 'b'\n",
    "np.random.seed(12345)\n",
    "jc = esda.join_counts.Join_Counts(yb, wq)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The resulting object stores the observed counts for the different types of joins:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "164"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jc.bb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "149"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jc.ww"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "73"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jc.bw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the three cases exhaust all possibilities:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "386"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jc.bb + jc.ww + jc.bw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "386.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wq.s0 / 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "which is the unique number of joins in the spatial weights object.\n",
    "\n",
    "Our object tells us we have observed 121 BB joins:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "164"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jc.bb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The critical question for us, is whether this is a departure from what we would\n",
    "expect if the process generating the spatial distribution of the Black polygons\n",
    "were a completely random one? To answer this, PySAL uses random spatial\n",
    "permutations of the observed attribute values to generate a realization under\n",
    "the null of _complete spatial randomness_ (CSR). This is repeated a large number\n",
    "of times (999 default) to construct a reference distribution to evaluate the\n",
    "statistical significance of our observed counts.\n",
    "\n",
    "The average number of BB joins from the synthetic realizations is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "90"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jc.mean_bb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "which is less than our observed count. The question is whether our observed\n",
    "value is so different from the expectation that we would reject the null of CSR?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'BB Counts')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sbn\n",
    "sbn.kdeplot(jc.sim_bb, shade=True)\n",
    "plt.vlines(jc.bb, 0, 0.075, color='r')\n",
    "plt.vlines(jc.mean_bb, 0,0.075)\n",
    "plt.xlabel('BB Counts')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The density portrays the distribution of the BB counts, with the black vertical\n",
    "line indicating the mean BB count from the synthetic realizations and the red\n",
    "line the observed BB count for our prices. Clearly our observed value is\n",
    "extremely high. A pseudo p-value summarizes this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "attributes": {
     "classes": [
      "ptyhon"
     ],
     "id": ""
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.001"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jc.p_sim_bb\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since this is below conventional significance levels, we would reject the null\n",
    "of complete spatial randomness in favor of spatial autocorrelation in market prices.\n",
    "\n",
    "\n",
    "### Continuous Case\n",
    "\n",
    "The join count analysis is based on a binary attribute, which can cover many\n",
    "interesting empirical applications where one is interested in presence and\n",
    "absence type phenomena. In our case, we artificially created the binary variable,\n",
    "and in the process we throw away a lot of information in our originally\n",
    "continuous attribute. Turning back to the original variable, we can explore\n",
    "other tests for spatial autocorrelation for the continuous case.\n",
    "\n",
    "First, we transform our weights to be row-standardized, from the current binary state:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "wq.transform = 'r'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = df['median_pri']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Moran's I is a test for global autocorrelation for a continuous attribute:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6563069331329718"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.seed(12345)\n",
    "mi = esda.moran.Moran(y, wq)\n",
    "mi.I"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, our value for the statistic needs to be interpreted against a reference\n",
    "distribution under the null of CSR. PySAL uses a similar approach as we saw in\n",
    "the join count analysis: random spatial permutations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, \"Moran's I\")"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sbn\n",
    "sbn.kdeplot(mi.sim, shade=True)\n",
    "plt.vlines(mi.I, 0, 1, color='r')\n",
    "plt.vlines(mi.EI, 0,1)\n",
    "plt.xlabel(\"Moran's I\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here our observed value is again in the upper tail, although visually it does\n",
    "not look as extreme relative to the binary case. Yet, it is still statistically significant:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.001"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mi.p_sim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Local Autocorrelation: Hot Spots, Cold Spots, and Spatial Outliers ##\n",
    "\n",
    "In addition to the Global autocorrelation statistics, PySAL has many local\n",
    "autocorrelation statistics. Let's compute a local Moran statistic for the same\n",
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(12345)\n",
    "import esda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "wq.transform = 'r'\n",
    "lag_price = lps.weights.lag_spatial(wq, df['median_pri'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "price = df['median_pri']\n",
    "b, a = np.polyfit(price, lag_price, 1)\n",
    "f, ax = plt.subplots(1, figsize=(9, 9))\n",
    "\n",
    "plt.plot(price, lag_price, '.', color='firebrick')\n",
    "\n",
    " # dashed vert at mean of the price\n",
    "plt.vlines(price.mean(), lag_price.min(), lag_price.max(), linestyle='--')\n",
    " # dashed horizontal at mean of lagged price \n",
    "plt.hlines(lag_price.mean(), price.min(), price.max(), linestyle='--')\n",
    "\n",
    "# red line of best fit using global I as slope\n",
    "plt.plot(price, a + b*price, 'r')\n",
    "plt.title('Moran Scatterplot')\n",
    "plt.ylabel('Spatial Lag of Price')\n",
    "plt.xlabel('Price')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, instead of a single $I$ statistic, we have an *array* of local $I_i$\n",
    "statistics, stored in the `.Is` attribute, and p-values from the simulation are\n",
    "in `p_sim`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/serge/Dropbox/p/pysal/src/subpackages/esda/esda/moran.py:886: RuntimeWarning: invalid value encountered in true_divide\n",
      "  self.z_sim = (self.Is - self.EI_sim) / self.seI_sim\n",
      "/home/serge/anaconda3/envs/esda/lib/python3.7/site-packages/scipy/stats/_distn_infrastructure.py:901: RuntimeWarning: invalid value encountered in greater\n",
      "  return (a < x) & (x < b)\n",
      "/home/serge/anaconda3/envs/esda/lib/python3.7/site-packages/scipy/stats/_distn_infrastructure.py:901: RuntimeWarning: invalid value encountered in less\n",
      "  return (a < x) & (x < b)\n",
      "/home/serge/anaconda3/envs/esda/lib/python3.7/site-packages/scipy/stats/_distn_infrastructure.py:1807: RuntimeWarning: invalid value encountered in greater_equal\n",
      "  cond2 = (x >= _b) & cond0\n"
     ]
    }
   ],
   "source": [
    "li = esda.moran.Moran_Local(y, wq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 3, 3, 4, 3, 3, 4, 1, 1, 3, 3, 1, 3, 1, 1, 1, 1, 1, 4, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 3, 3, 1, 1, 3, 3, 1, 3, 3, 1, 1, 4, 1, 1, 1, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 3, 3, 1, 1, 1, 3, 3, 4, 3, 1,\n",
       "       1, 1, 1, 1, 3, 3, 1, 1, 1, 1, 4, 3, 4, 1, 3, 3, 3, 3, 3, 4, 3, 3,\n",
       "       4, 1, 1, 1, 1, 2, 3, 3])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li.q"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can again test for local clustering using permutations, but here we use\n",
    "conditional random permutations (different distributions for each focal location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "63"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(li.p_sim < 0.05).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can distinguish the specific type of local spatial association reflected in\n",
    "the four quadrants of the Moran Scatterplot above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "sig = li.p_sim < 0.05\n",
    "hotspot = sig * li.q==1\n",
    "coldspot = sig * li.q==3\n",
    "doughnut = sig * li.q==2\n",
    "diamond = sig * li.q==4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "spots = ['n.sig.', 'hot spot']\n",
    "labels = [spots[i] for i in hotspot*1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df\n",
    "from matplotlib import colors\n",
    "hmap = colors.ListedColormap(['red', 'lightgrey'])\n",
    "f, ax = plt.subplots(1, figsize=(9, 9))\n",
    "df.assign(cl=labels).plot(column='cl', categorical=True, \\\n",
    "        k=2, cmap=hmap, linewidth=0.1, ax=ax, \\\n",
    "        edgecolor='white', legend=True)\n",
    "ax.set_axis_off()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "spots = ['n.sig.', 'cold spot']\n",
    "labels = [spots[i] for i in coldspot*1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df\n",
    "from matplotlib import colors\n",
    "hmap = colors.ListedColormap(['blue', 'lightgrey'])\n",
    "f, ax = plt.subplots(1, figsize=(9, 9))\n",
    "df.assign(cl=labels).plot(column='cl', categorical=True, \\\n",
    "        k=2, cmap=hmap, linewidth=0.1, ax=ax, \\\n",
    "        edgecolor='white', legend=True)\n",
    "ax.set_axis_off()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "spots = ['n.sig.', 'doughnut']\n",
    "labels = [spots[i] for i in doughnut*1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df\n",
    "from matplotlib import colors\n",
    "hmap = colors.ListedColormap(['lightblue', 'lightgrey'])\n",
    "f, ax = plt.subplots(1, figsize=(9, 9))\n",
    "df.assign(cl=labels).plot(column='cl', categorical=True, \\\n",
    "        k=2, cmap=hmap, linewidth=0.1, ax=ax, \\\n",
    "        edgecolor='white', legend=True)\n",
    "ax.set_axis_off()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "spots = ['n.sig.', 'diamond']\n",
    "labels = [spots[i] for i in diamond*1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df\n",
    "from matplotlib import colors\n",
    "hmap = colors.ListedColormap(['pink', 'lightgrey'])\n",
    "f, ax = plt.subplots(1, figsize=(9, 9))\n",
    "df.assign(cl=labels).plot(column='cl', categorical=True, \\\n",
    "        k=2, cmap=hmap, linewidth=0.1, ax=ax, \\\n",
    "        edgecolor='white', legend=True)\n",
    "ax.set_axis_off()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 0, 0, 0, 0, 3, 3, 0, 1, 0, 3, 3, 0, 3, 1, 1, 1, 1, 1, 0, 1,\n",
       "       0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1,\n",
       "       1, 1, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 3, 3, 0,\n",
       "       0, 0, 0, 0, 0, 0, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0,\n",
       "       0, 0, 0, 3, 3, 3, 3, 3, 3, 1, 0, 1, 3, 3, 1, 1, 1, 0, 0, 0, 3, 0,\n",
       "       1, 1, 1, 1, 0, 3, 0, 0, 1, 0, 0, 0, 0, 0, 3, 0, 3, 3, 3, 0, 0, 0,\n",
       "       4, 0, 0, 0, 0, 0, 0, 3])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sig = 1 * (li.p_sim < 0.05)\n",
    "hotspot = 1 * (sig * li.q==1)\n",
    "coldspot = 3 * (sig * li.q==3)\n",
    "doughnut = 2 * (sig * li.q==2)\n",
    "diamond = 4 * (sig * li.q==4)\n",
    "spots = hotspot + coldspot + doughnut + diamond\n",
    "spots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "spot_labels = [ '0 ns', '1 hot spot', '2 doughnut', '3 cold spot', '4 diamond']\n",
    "labels = [spot_labels[i] for i in spots]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from matplotlib import colors\n",
    "hmap = colors.ListedColormap([ 'lightgrey', 'red', 'lightblue', 'blue', 'pink'])\n",
    "f, ax = plt.subplots(1, figsize=(9, 9))\n",
    "df.assign(cl=labels).plot(column='cl', categorical=True, \\\n",
    "        k=2, cmap=hmap, linewidth=0.1, ax=ax, \\\n",
    "        edgecolor='white', legend=True)\n",
    "ax.set_axis_off()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
